{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"Iris_experiment.ipynb","provenance":[],"toc_visible":true,"authorship_tag":"ABX9TyNVhjWD/utqIlFkTAp72ChH"},"kernelspec":{"name":"python3","display_name":"Python 3"}},"cells":[{"cell_type":"code","metadata":{"id":"3JVvhpvZ8Kxt","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":204},"outputId":"b0cc7ca6-f26d-4e64-9523-559da7fb665d","executionInfo":{"status":"ok","timestamp":1588537983021,"user_tz":-120,"elapsed":1675,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}}},"source":["import pandas as pd\n","X = pd.read_csv('http://archive.ics.uci.edu/ml/machine-learning-databases/iris/iris.data')\n","X.columns = ['sepal_length', 'sepal_width', 'petal_length', 'petal_width', 'species']\n","X.head()"],"execution_count":1,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>sepal_length</th>\n","      <th>sepal_width</th>\n","      <th>petal_length</th>\n","      <th>petal_width</th>\n","      <th>species</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>4.9</td>\n","      <td>3.0</td>\n","      <td>1.4</td>\n","      <td>0.2</td>\n","      <td>Iris-setosa</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>4.7</td>\n","      <td>3.2</td>\n","      <td>1.3</td>\n","      <td>0.2</td>\n","      <td>Iris-setosa</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>4.6</td>\n","      <td>3.1</td>\n","      <td>1.5</td>\n","      <td>0.2</td>\n","      <td>Iris-setosa</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>5.0</td>\n","      <td>3.6</td>\n","      <td>1.4</td>\n","      <td>0.2</td>\n","      <td>Iris-setosa</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>5.4</td>\n","      <td>3.9</td>\n","      <td>1.7</td>\n","      <td>0.4</td>\n","      <td>Iris-setosa</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["   sepal_length  sepal_width  petal_length  petal_width      species\n","0           4.9          3.0           1.4          0.2  Iris-setosa\n","1           4.7          3.2           1.3          0.2  Iris-setosa\n","2           4.6          3.1           1.5          0.2  Iris-setosa\n","3           5.0          3.6           1.4          0.2  Iris-setosa\n","4           5.4          3.9           1.7          0.4  Iris-setosa"]},"metadata":{"tags":[]},"execution_count":1}]},{"cell_type":"code","metadata":{"id":"fxt--xb-8TDL","colab_type":"code","colab":{}},"source":["y = X.pop('species')\n","y = pd.DataFrame(y)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"W9C-DsGQJ9uD","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":221},"outputId":"186ecba4-57a0-458c-84b8-79312dee3ad4","executionInfo":{"status":"ok","timestamp":1588538062374,"user_tz":-120,"elapsed":1525,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}}},"source":["X.pop('sepal_length')\n","X.pop('sepal_width')"],"execution_count":3,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0      3.0\n","1      3.2\n","2      3.1\n","3      3.6\n","4      3.9\n","      ... \n","144    3.0\n","145    2.5\n","146    3.0\n","147    3.4\n","148    3.0\n","Name: sepal_width, Length: 149, dtype: float64"]},"metadata":{"tags":[]},"execution_count":3}]},{"cell_type":"code","metadata":{"id":"5IKS1ByZKPR4","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":204},"outputId":"ef05a350-6ff0-436e-b0f2-27de36869f65","executionInfo":{"status":"ok","timestamp":1588538072522,"user_tz":-120,"elapsed":732,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}}},"source":["X.head()"],"execution_count":6,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>petal_length</th>\n","      <th>petal_width</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>1.4</td>\n","      <td>0.2</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>1.3</td>\n","      <td>0.2</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>1.5</td>\n","      <td>0.2</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>1.4</td>\n","      <td>0.2</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>1.7</td>\n","      <td>0.4</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["   petal_length  petal_width\n","0           1.4          0.2\n","1           1.3          0.2\n","2           1.5          0.2\n","3           1.4          0.2\n","4           1.7          0.4"]},"metadata":{"tags":[]},"execution_count":6}]},{"cell_type":"code","metadata":{"id":"huo5njTCJ7bt","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":204},"outputId":"e10543a5-9cb9-4887-c40c-454cb4e5f51c","executionInfo":{"status":"ok","timestamp":1588525772355,"user_tz":-120,"elapsed":1971,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}}},"source":["y.head()"],"execution_count":4,"outputs":[{"output_type":"execute_result","data":{"text/html":["<div>\n","<style scoped>\n","    .dataframe tbody tr th:only-of-type {\n","        vertical-align: middle;\n","    }\n","\n","    .dataframe tbody tr th {\n","        vertical-align: top;\n","    }\n","\n","    .dataframe thead th {\n","        text-align: right;\n","    }\n","</style>\n","<table border=\"1\" class=\"dataframe\">\n","  <thead>\n","    <tr style=\"text-align: right;\">\n","      <th></th>\n","      <th>species</th>\n","    </tr>\n","  </thead>\n","  <tbody>\n","    <tr>\n","      <th>0</th>\n","      <td>Iris-setosa</td>\n","    </tr>\n","    <tr>\n","      <th>1</th>\n","      <td>Iris-setosa</td>\n","    </tr>\n","    <tr>\n","      <th>2</th>\n","      <td>Iris-setosa</td>\n","    </tr>\n","    <tr>\n","      <th>3</th>\n","      <td>Iris-setosa</td>\n","    </tr>\n","    <tr>\n","      <th>4</th>\n","      <td>Iris-setosa</td>\n","    </tr>\n","  </tbody>\n","</table>\n","</div>"],"text/plain":["       species\n","0  Iris-setosa\n","1  Iris-setosa\n","2  Iris-setosa\n","3  Iris-setosa\n","4  Iris-setosa"]},"metadata":{"tags":[]},"execution_count":4}]},{"cell_type":"code","metadata":{"id":"esMemJvWgxSq","colab_type":"code","colab":{}},"source":["from sklearn.model_selection import train_test_split\n","X2_train, X2_test, y2_train, y2_test = train_test_split(X, y, test_size=0.2, random_state=11)\n","print(X2_train.shape, X2_test.shape, y2_train.shape, y2_test.shape)"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"ABbF-W5REIXN","colab_type":"text"},"source":["#Graph by Label"]},{"cell_type":"code","metadata":{"id":"dnvk_gzdAh1X","colab_type":"code","colab":{}},"source":["import matplotlib.pyplot as plt\n","import seaborn as sns\n","\n","a = list()\n","for region, df_region in X.groupby('species'):\n","  a.append(df_region)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"bcS-2qRBDtZV","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":0},"outputId":"cf650ee0-1e86-4f0a-a519-b875e8fedb1e","executionInfo":{"status":"ok","timestamp":1588501358261,"user_tz":-120,"elapsed":1280,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}}},"source":["for k in X.columns[:-1]:\n","  sns.distplot(a[0][k], hist = True, bins = 10, kde = True, kde_kws = {'linewidth': 1})"],"execution_count":46,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"PIjdWMHaDpAu","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":0},"outputId":"148a9893-86a9-4f95-b5ec-a5697e624242","executionInfo":{"status":"ok","timestamp":1588501360920,"user_tz":-120,"elapsed":967,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}}},"source":["for k in X.columns[:-1]:\n","  sns.distplot(a[1][k], hist = True, bins = 10, kde = True, kde_kws = {'linewidth': 1})"],"execution_count":47,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"BltKMTxe8V12","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":0},"outputId":"0dd32504-eb19-4cbb-8ece-3a9182148caa","executionInfo":{"status":"ok","timestamp":1588501364004,"user_tz":-120,"elapsed":1099,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}}},"source":["for k in X.columns[:-1]:\n","  sns.distplot(a[2][k], hist = True, bins = 10, kde = True, kde_kws = {'linewidth': 1})"],"execution_count":48,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"fcBgsnNdELFp","colab_type":"text"},"source":["#Graph by Feature"]},{"cell_type":"code","metadata":{"id":"S8ML4xlTEd9h","colab_type":"code","colab":{}},"source":["import matplotlib.pyplot as plt\n","import seaborn as sns\n","\n","a = list()\n","for region, df_region in X.groupby('species'):\n","  a.append(df_region)\n","#otteniamo 3 differenti Dataframe in a\n","a\n","\n","b = list()\n","\n","for c in X.columns[:-1]:\n","  for l in range(len(a)):\n","    b.append(pd.DataFrame(a[l][c]))\n","#b contiente tutte le 12 possibili colonne\n","b\n","\n","fig, ax = plt.subplots()\n","fig.set_size_inches(17.55, 11.4)\n","for k in range(0,3): #len(X['species'].unique())\n","  sns.distplot(b[k], hist = True, bins = 10, kde = True, kde_kws = {'linewidth': 1})"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"FT02ekqAJUhE","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":668},"outputId":"965286ba-f991-4772-ab72-b6fe755d0afe","executionInfo":{"status":"ok","timestamp":1588519557025,"user_tz":-120,"elapsed":1528,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}}},"source":["fig, ax = plt.subplots()\n","fig.set_size_inches(17.55, 11.4)\n","for k in range(3,6): #len(X['species'].unique())\n","  sns.distplot(b[k], hist = True, bins = 10, kde = True, kde_kws = {'linewidth': 1})"],"execution_count":24,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1263.6x820.8 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"vgHCuu85JXMZ","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":668},"outputId":"47a271e1-0eae-49ba-ee15-4ae3c367e5fd","executionInfo":{"status":"ok","timestamp":1588519583489,"user_tz":-120,"elapsed":2052,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}}},"source":["fig, ax = plt.subplots()\n","fig.set_size_inches(17.55, 11.4)\n","for k in range(6,9): #len(X['species'].unique())\n","  sns.distplot(b[k], hist = True, bins = 10, kde = True, kde_kws = {'linewidth': 1})"],"execution_count":25,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1263.6x820.8 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"jLa-bEEYJYl9","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":668},"outputId":"c5245078-508c-4986-9981-734ee7e80189","executionInfo":{"status":"ok","timestamp":1588519624791,"user_tz":-120,"elapsed":1287,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}}},"source":["fig, ax = plt.subplots()\n","fig.set_size_inches(17.55, 11.4)\n","for k in range(9,12): #len(X['species'].unique())\n","  sns.distplot(b[k], hist = True, bins = 10, kde = True, kde_kws = {'linewidth': 1})"],"execution_count":26,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 1263.6x820.8 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"1MRXf8SlJpac","colab_type":"text"},"source":["#Prova"]},{"cell_type":"code","metadata":{"id":"vX8LAR8XJsBQ","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":34},"outputId":"c6bbad6c-cfc2-40a0-b24d-08d578701b4c","executionInfo":{"status":"ok","timestamp":1588538153578,"user_tz":-120,"elapsed":1453,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}}},"source":["from sklearn.model_selection import train_test_split\n","X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=11)\n","print(X_train.shape, X_test.shape, y_train.shape, y_test.shape)"],"execution_count":7,"outputs":[{"output_type":"stream","text":["(119, 2) (30, 2) (119, 1) (30, 1)\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"pXKNdQ2oJwnz","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":88},"outputId":"54423d01-3b92-439a-d261-ac5fca176b9a","executionInfo":{"status":"ok","timestamp":1588538253566,"user_tz":-120,"elapsed":821,"user":{"displayName":"Michelangiolo Mazzeschi","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14Ghg8l8QeAQA6fd1iPVc2f_F0XQpum7zRjrF4R7HRw=s64","userId":"15738155355555420240"}}},"source":["#misuriamo accuratezza delle nostre approssimazioni\n","#Gaussian Naive Bayes\n","import numpy as np\n","from sklearn.naive_bayes import GaussianNB\n","\n","#training the AI\n","clf = GaussianNB()\n","clf.fit(X_train, y_train)\n","print(clf.score(X_test, y_test))"],"execution_count":8,"outputs":[{"output_type":"stream","text":["0.9666666666666667\n"],"name":"stdout"},{"output_type":"stream","text":["/usr/local/lib/python3.6/dist-packages/sklearn/naive_bayes.py:206: DataConversionWarning: A column-vector y was passed when a 1d array was expected. Please change the shape of y to (n_samples, ), for example using ravel().\n","  y = column_or_1d(y, warn=True)\n"],"name":"stderr"}]}]}